Edge-preserving seismic imaging using the total variation method

被引:65
作者
Anagaw, Amsalu Y. [1 ]
Sacchi, Mauricio D. [1 ]
机构
[1] Univ Alberta, Dept Phys, Edmonton, AB T6G 2E1, Canada
关键词
Born approximation; edge-preserving regularization; total variation; iteratively reweighted least squares; INVERSION; REGULARIZATION;
D O I
10.1088/1742-2132/9/2/138
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Inverse problems are generally mathematically ill-posed and, therefore, regularization methods are required to obtain stable and unique solutions. The total variation (TV) regularization method is used to resolve sharp interfaces and obtain solutions where edges and discontinuities are preserved. TV regularization accomplishes these goals by imposing sparsity on the gradient of the model parameters. In this paper, the TV method is applied to invert acoustic perturbations using the single-scattering Born modelling operator. The TV regularization leads to images of model parameters with preserved discontinuities and edges. Synthetic data examples are used to test the proposed seismic imaging algorithm.
引用
收藏
页码:138 / 146
页数:9
相关论文
共 26 条
[1]   Total variation as a multiplicative constraint for solving inverse problems [J].
Abubakar, A ;
van den Berg, PM .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (09) :1384-1392
[2]  
[Anonymous], INTRO GEOPHYS INVERS
[3]  
[Anonymous], 2002, COMPUTATIONAL METHOD
[5]   LINEARIZED INVERSE SCATTERING PROBLEMS IN ACOUSTICS AND ELASTICITY [J].
BEYLKIN, G ;
BURRIDGE, R .
WAVE MOTION, 1990, 12 (01) :15-52
[6]   Inversion of experimental multi-frequency data using the contrast source inversion method [J].
Bloemenkamp, RF ;
Abubakar, A ;
van den Berg, PM .
INVERSE PROBLEMS, 2001, 17 (06) :1611-1622
[7]   A continuation approach to regularization of ill-posed problems with application to crosswell-traveltime tomography [J].
Bube, Kenneth P. ;
Langan, Robert T. .
GEOPHYSICS, 2008, 73 (05) :VE337-VE351
[8]   Algorithmic strategies for full waveform inversion: 1D experiments [J].
Burstedde, Carsten ;
Ghattas, Omar .
GEOPHYSICS, 2009, 74 (06) :WCC37-WCC46
[9]  
CHAN TF, 1995, P SOC PHOTO-OPT INS, V2563, P314, DOI 10.1117/12.211408
[10]   A nonlinear primal-dual method for total variation-based image restoration [J].
Chan, TF ;
Golub, GH ;
Mulet, P .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1999, 20 (06) :1964-1977